Do football teams get to use their own footballs?

That is the impression I get from reading the stories about Tom Brady, the Patriots and the case of the deflated football. The whole thing would not make any sense if both teams used the same ball, since each team would have the same advantage.

I can’t think of any other team sport where this holds true. I assume golfers use their own golfballs and tennis players use their own tennis balls
.